drools 6.0 (red hat summit)

Not Quite There Yet•The SkyNet funding bill is passed. !•The system goes online on August 4th, 1997. !•Human decisions are removed from strategic defense. !•SkyNet begins to learn at a geometric rate. !•It becomes self-aware at 2:14am Eastern time, August 29th !•In a panic, they try to pull the plug. !•And, Skynet fights back

Who am I?

• Drools co-founder !

• JBoss (2005) !

• Red Hat (2006) !

• Polymita Acquisition 2012 !

• Red Hat Platform Architect

KIE - Knowledge Is EverythingKIE

Drools jBPMOptaPlanner UberFire

Guvnor

Drools-WB jBPM-WB

KIE-WB

KIE - Knowledge Is Everything

GitHub• URL: • https://github.com/droolsjbpm/ !

• Bootstrap project: • https://github.com/droolsjbpm/droolsjbpm-

build-bootstrap

https://github.com/droolsjbpm/

https://github.com/droolsjbpm/droolsjbpm-build-bootstrap

Serious Bits :)

http://www.youtube.com/watch?v=Omj4PR3v-nI

http://www.youtube.com/watch?v=4CvjKqUOEzM

http://www.youtube.com/watch?v=wORlAZoxttA

http://www.youtube.com/watch?v=Omj4PR3v-nI

http://www.youtube.com/watch?v=4CvjKqUOEzM

http://www.youtube.com/watch?v=wORlAZoxttA

Technical Language

9

Classes

Account

long accountNo

int balance

CashFlow

Date date

int amount

AccountPeriod

Date start

Date end

CashFlow Example

select * from Account acc, Cashflow cf, AccountPeriod apwhere acc.accountNo == cf.accountNo and cf.type == CREDIT cf.date >= ap.start and cf.date <= ap.end

rule “increase balance for AccountPeriod Credits” when ap : AccountPeriod() acc : Account() cf : CashFlow( type == CREDIT, accountNo == acc.accountNo, date >= ap.start && <= ap.end ) then acc.balance += cf.amount; end

10

acc.balance += cf.amount

CashFlow Rule



11


CashFlow Rule



12


CashFlow Rule



13


CashFlow Rule



14


CashFlow Rule

15

rule "Increase balance for AccountPeriod Credits"when ap : AccountPeriod( ) acnt : Account( ) cf : CashFlow( type == CashFlowType.CREDIT, accountNo == acnt.accountNo, date >= ap.start && <= ap.end ) then modify(acnt) { balance = acnt.balance + cf.amount; }end

rule "Decrease balance for AccountPeriod Debits"when ap : AccountPeriod( ) acnt : Account( ) cf : CashFlow( type == CashFlowType.DEBIT, accountNo == acnt.accountNo, date >= ap.start && <= ap.end ) then modify(acnt) { balance = acnt.balance - cf.amount }end

CashFlow

date amount type accountNo

12-Jan-12 100 CREDIT 1

2-Feb-12 200 DEBIT 1

18-May-12 50 CREDIT 1

9-Mar-12 75 CREDIT 1

AccountingPeriod

start end

01-JAN-2012 31-MAR-2012

Account

accountNo balance

1 0

CashFlow


12-Jan-12 100 CREDIT 1

9-Mar-12 75 CREDIT 1

CashFlow


2-Feb-12 200 DEBIT 1

Account

accountNo balance

1 -25

CashFlow Example

16

rule "Print balance for AccountPeriod" salience -50 when ap : AccountPeriod() acnt : Account( )then System.out.println( "Account Number " + acnt.accountNo + " balance " + acnt.balance );end

Agenda

1 increase balance

arbitrary2 decrease balance

3 increase balance

4 print balance

CashFlow Example

CashFlow Examplerule “Account in Negative send Warning"when ap : AccountPeriod() acnt : Account( balance < 0 )then insert( new NegativeWarning( acnt ) );end

Accumulaterule “accumulate"when acc( b : Bus( color == “red” ); sumTakings : sum(b.takings);)then System.out.println( “sum is " + sumTakings );end

acc( b : Bus( color == “red” ); sumTakings : sum(b.takings), minTakings : min(b.takings), maxTakings : max(b.takings); minTakings < 100 and maxTakings < 200;)

CashFlow Examplerule “Account in Negative send Warning"when ap : AccountPeriod() acnt : Account( balance < 0 )then insert( new NegativeWarning( acnt ) );end

rule “Issue Warning"when ap : AccountPeriod() acnt : Account( balance < 0 ) acc( n : NegativeWarning( account == acnt ); totalWarnings : count(n); totalWarnings > 0; )then System.out.println( "Account warning Number " + acnt.accountNo + " balance " + acnt.balance + “ Warnings “ + totalWarnings ); ! insert( TotalWarnings( acnt, totalWarnings );end

Conditional Elementsnot Bus ( color == “red” ) !!exists Bus ( color == “red” ) !!forall ( Bus ( color == “red” ) !!forall ( b : Bus ( floors == 2 ) Bus( this == b, color == “red” ) )

CashFlow Examplerule “Issue Warning"when ap : AccountPeriod() acnt : Account( balance < 0 ) acc( n : NegativeWarning( account == acnt ); totalWarnings : count(n); totalWarnings > 0; )then System.out.println( "Account warning Number " + acnt.accountNo + " balance " + acnt.balance + “ Warnings “ totalWarnings ); ! insert( TotalWarnings( acnt, totalWarnings );end

rule “Cleanup Warnings"when ap : AccountPeriod() acnt : Account( balance >= 0 ) exists( NegativeWarning( account == acnt ) ) n : NegativeWarning( account == acnt )then delete( n );end

CashFlow Example

rule “Fine"when ap : AccountPeriod() acnt : Account( balance < 0 ) acc( n : NegativeWarning( account == acnt ) over window:time(4w); totalWarnings : count(n); totalWarnings > 3 ) TotalWarnings( total < totalWarnings )then System.out.println( "Account warning Number " + acnt.accountNo + " balance " + acnt.balance + Warnings “ totalWarnings );end

rule “Issue Warning"when ap : AccountPeriod() acnt : Account( balance < 0 ) acc( n : NegativeWarning( account == acnt ) over window:time(4w); totalWarnings : count(n); totalWarnings > 0; )then System.out.println( "Account warning Number " + acnt.accountNo + " balance " + acnt.balance + “ Warnings “ totalWarnings ); ! insertLogical( new TotalWarnings( acnt, totalWarnings );end

Graphical Editors

Data Modeller

Guided Editors

Decision Table (Extended)

Decision Table (Square)

Rule Templates

Decision Table Wizards

Score Cards• a) Setup Parameters • b) Characteristic Section

Score Cards• UI Generates PMML • DRL Generated from PMML • DRL results in

• Calculated Score • Ranked Reason Codes

• Can import PMML 4.1 • but not exposed yet

• Calculated Scores • Currently Summations • Weight coming

• Not in PMML standard

Scenarios

Architecture

GIT + Maven

Organization Unit

GITRepository

GITRepository

Projects Projects Projects

GITRepository

KIE Installation

KIE Installation

Organization Unit

GITRepository Reposiotry


GITRepository

Organization Unit

GITRepository Reposiotry


GITRepository

Organization Unit

GITRepository

GITRepository


GITRepository

Application Architecture

KIE InstallationApplication Installation

Maven Repository

(local)

ApplicationProject

mvn install mvn install

Maven Repository

(local)

Maven Repository (remote)

mvn deployH

ttp

Workbench

5.x Critique

5.x CritiqueJCR • Performance Issues • Everything stored as blob

• No tagging, branching etc.

• Webdav • Limited team providers

Content • Single tree structure (packages) • Packages created project

deployment units • No easy rule use • Loading “model” jars into

packages

UI • Not easily extended • Fixed layouts • No perspectives • Hard to change • Too many hacks

Deployment • Binary blobs, on url • Simple Snapshot system • No real methodology • Doesn’t align with any industry standards

UF UberFire

KIE - Knowledge Is Everything

UberFire Architecture Overview

High Availability

Workbench Screens

Workbench Screens• Workbench Screen

• DIV • Lifecycle events

• OnStartUp, OnShutDown • OnOpen, OnMayClose, OnClose • OnFocus, OnLostFocus

Workbench Screens

@WorkbenchScreen(identifier = "MyFirstPanel")!public class MyFirstPanel extends SimplePanel {!! public MyFirstPanel() {! setWidget( new Label("Hello World 1") );! }!! @WorkbenchPartTitle! public String myTitle() {! return "My First Panel!";! }!!}

Workbench Editor

Workbench Editor• Workbench Screen

• DIV • Lifecycle events

• OnStartUp, OnShutDown • OnOpen, OnMayClose, OnClose • OnFocus, OnLostFocus • IsDirty, OnSave

Life Cycle Annotation@WorkbenchEditor(identifier = "TextEditor", ! supportedTypes = { TextResourceType.class, ! DotResourceType.class }) public class TextEditorPresenter { (...)

@OnStart public void onStart( final Path path ) { this.path = path; }

@OnSave public void onSave() {! }

@IsDirty public boolean isDirty() { return view.isDirty(); } }

Workbench Perspective

Workbench Perspective$registerPerspective({ "id": "Markdown Editor", "view": { "parts": [ { "place": "MarkdownLiveViewer", "parameters": {} } ], "panels": [ { "width": 600, "min_width": 300, "position": "west", "parts": [ { "place": "MarkdownLiveEditor", "parameters": {} } ] } ] }, on_close: function () { }});

Workbench Home Page

Helpful InfoPops

Authoring Perspective

Project ExplorerUse the project explorer to navigate projects for your organizational’s repository and create assets to author.

ProblemsWhen you save, validation errors for the current project are shown here

Content AreaOpened assets are added here

Tab Stack

Tab Stack ButtonClick the button to see the list of opened assets

Asset ListThe opened assets are shown here. Click to continue authoring.

Project Explorer

Organizational UnitLists the organizational units.

RepositoriesLists the repositories for the selected organisational unit.

ProjectsLists the projects for the selected repository.

Folder NavigationClick to expand, to see folders.

Project View

Show as Folders

Show as LinksCompact view, that displays the folders as a single line path.

Project ViewThe project view is a simplified and hides many technical aspects of the project. Such as merging multiple paths into one tree.

Shows the project folders using a tree view.

Repository ViewRepository ViewThe repository view provides raw access to the project structure and files, nothing is hidden. And all paths are visible separately; see the java and resources folders.

Show as Folders

Show as LinksCompact view, that displays the folders as a single line path.

Shows the project folders using a tree view.

New Projects and Other Items

New Projects

Launches the new project wizard. Once created it appears under the project list for the target repository

Project Editor

Project Dependencies

Build and Deploy

Repository Manager

GIT RepositoriesRepositoriesCreate or clone GIT repositories

Organizational UnitsManage Organizational UnitsCreate Organizational Units and associate repositories with them.

End Users - Task Lists

Videos

KIE Workbench Videoshttp://www.youtube.com/watch?v=vj3MNmiUnvY&index=2&list=PLb9jQNHBKBRj9IJkc_F5nCJAvXaegOGW8

http://www.youtube.com/watch?v=vj3MNmiUnvY&index=2&list=PLb9jQNHBKBRj9IJkc_F5nCJAvXaegOGW8

Drools Editor Videoshttp://www.youtube.com/playlist?list=PLb9jQNHBKBRipbtadRC-UaUObjwp0aBHJ

http://www.youtube.com/playlist?list=PLb9jQNHBKBRipbtadRC-UaUObjwp0aBHJ

Build Deploy Utilize API

BRMS 5.0 Programmatic APIKnowledgeBuilder kbuilder = KnowledgeBuilderFactory.newKnowledgeBuilder();kbuilder.batch().add( newClassPathResource( "Model.drl", getClass() ), DRL ) .add( newClassPathResource( "Queries.drl", getClass() ), DRL ) .add( newClassPathResource( "General.drl", getClass() ), DRL ) .add( newClassPathResource( "Response.drl", getClass() ), DRL ) .add( newClassPathResource( "Events.drl", getClass() ), DRL ) .add( newClassPathResource( "UiView.drl", getClass() ), DRL ) .add( newClassPathResource( "Commands.drl", getClass() ), DRL ).build();if ( kbuilder.hasErrors() ) { System.out.println( kbuilder.getErrors().toString() ); System.exit( 1 );} KieBaseConfiguration kbaseConf = KnowledgeBaseFactory.newKnowledgeBaseConfiguration();kbaseConf.setOption( EqualityBehaviorOption.EQUALITY ); KnowledgeBase kbase = KnowledgeBaseFactory.newKnowledgeBase( kbaseConf );kbase.addKnowledgePackages( kbuilder.getKnowledgePackages() );Counter c = new Counter();ksession = kbase.newStatefulKnowledgeSession();

KieModules• Discovery • META-INF/kmodule.xml

• Convention based • No programmatic api for building • Multiple Named entities • Inheritence of Resources • Defaults for lazy people • Version built in a standard

Git Hub Examples• https://github.com/droolsjbpm/drools/tree/master/drools-

examples-api

https://github.com/droolsjbpm/drools/tree/master/drools-examples-api

KieModules

<kmodule xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns="http://jboss.org/kie/6.0.0/kmodule"> </kmodule>

KieServices ks = KieServices.Factory.get();KieContainer kContainer = ks.getKieClasspathContainer();KieSession kSession = kContainer.newKieSession();kSession.setGlobal("out", out);kSession.insert(new Message("Dave", "Hello, HAL. Do you read me, HAL?"));kSession.fireAllRules();

KieModules• Named Entities and JAR on Classpath • Creates one KieBase • Includes resources from package matching

kbase name

<kmodule xmlns="http://jboss.org/kie/6.0.0/kmodule"> <kbase name="kbase1"> <ksession name="ksession1"/> </kbase> </kmodule>

KieServices ks = KieServices.Factory.get();KieContainer kContainer = ks.getKieClasspathContainer();KieSession kSession = kContainer.newKieSession("ksession1");kSession.setGlobal("out", out);kSession.insert(new Message("Dave", "Hello, HAL. Do you read me, HAL?"));kSession.fireAllRules();

http://jboss.org/kie/6.0.0/kmodule

KieModules• Named Entities, with inheritence and JAR on

Classpath • Two projects, one “includes” from the other<dependency> <groupId>org.drools</groupId> <artifactId>named-kiesession</artifactId> <version>6.0.0-SNAPSHOT</version> </dependency>

<kbase name="kbase2" includes="kbase1"> <ksession name="ksession2"/></kbase>

KieServices ks = KieServices.Factory.get();KieContainer kContainer = ks.getKieClasspathContainer();KieSession kSession = kContainer.newKieSession("ksession2");kSession.setGlobal("out", out);kSession.insert(new Message("Dave", "Hello, HAL. Do you read me, HAL?"));kSession.fireAllRules();kSession.insert(new Message("Dave", "Open the pod bay doors, HAL."));kSession.fireAllRules();

KieModules• Package location can over-ride kbase name defaults

<kbase name="WumpusMainKB" packages="org.drools.games.wumpus.server, org.drools.games.wumpus.server.view"> <ksession name="WumpusMainKS" /> </kbase> <kbase name="WumpusClientKB" packages="org.drools.games.wumpus.client"> <ksession name="WumpusClientKS"/> </kbase>

KieContainer kc = KieServices.Factory.get().getKieClasspathContainer();final KieSession serverKsession = kc.newKieSession( "WumpusMainKS"); final KieSession clientKsession = kc.newKieSession("WumpusClientKS");

Dynamic KieModules• JARs can be loaded from URLs into KieRepository • Once loaded they can be resolved via ReleaseId

KieServices ks = KieServices.Factory.get();KieRepository kr = ks.getRepository();KieModule kModule = kr.addKieModule(ks.getResources().newFileSystemResource( getFile("default-kiesession")));KieContainer kContainer = ks.newKieContainer(kModule.getReleaseId());KieSession kSession = kContainer.newKieSession();kSession.setGlobal("out", out);Object msg1 = createMessage(kContainer, "Dave", "Hello, HAL. Do you read me, HAL?"); kSession.insert(msg1);kSession.fireAllRules();

Dynamic KieModules• kie-ci use embedded maven for remote

discovery<dependency> <groupId>org.kie</groupId> <artifactId>kie-ci</artifactId> </dependency>

KieServices ks = KieServices.Factory.get();// Install example1 in the local maven repo before to do thisKieContainer kContainer = ks.newKieContainer( ks.newReleaseId("org.drools", "named-kiesession", "6.0.0-SNAPSHOT"));KieSession kSession = kContainer.newKieSession("ksession1");kSession.setGlobal("out", out);Object msg1 = createMessage(kContainer, "Dave", "Hello, HAL. Do you read me, HAL?"); kSession.insert(msg1);kSession.fireAllRules();

Dynamic KieModules// create a new kjarInternalKieModule kJar2 = createKieJar(ks, releaseId, "rule2", "rule3"); // deploy it on mavenrepository.deployArtifact(releaseId, kJar2, kPom);// since I am not calling start() on the scanner it means it won't have automatic scheduled scanningKieScanner scanner = ks.newKieScanner(kieContainer);// scan the maven repo to get the new kjar version and deploy it on the kcontainerscanner.scanNow();// create a ksesion and check it works as expectedKieSession ksession2 = kieContainer.newKieSession("KSession1");checkKSession(ksession2, "rule2", "rule3");

Maven Versions• <version>1.0.1</version> • <version>[1.0.0,2.0.0)</version> • <version>[1.0.0,)</version> • <version>LATEST</version> • <version>RELEASE</version> • <version>SNAPSHOT</version>

kmodule.xml Editor

Programmatic API• Builder API, for tooling integration • Incremental compilation, and problem

reportingKieServices ks = KieServices.Factory.get();KieRepository kr = ks.getRepository();KieFileSystem kfs = ks.newKieFileSystem();kfs.write("src/main/resources/org/kie/example5/HAL5.drl", getRule());KieBuilder kb = ks.newKieBuilder(kfs);kb.buildAll(); // kieModule is automatically deployed to KieRepository if successfully built.if (kb.getResults().hasMessages(Level.ERROR)) { throw new RuntimeException("Build Errors:\n" + kb.getResults().toString());} KieContainer kContainer = ks.newKieContainer(kr.getDefaultReleaseId());KieSession kSession = kContainer.newKieSession();kSession.setGlobal("out", out);kSession.insert(new Message("Dave", "Hello, HAL. Do you read me, HAL?"));kSession.fireAllRules();

CDI Context and Dependency • CDI injects named entities from the

kmodule.xml !

• Injectable types • KieServices • KieContainer • KieBase • KieSession • StatelessKieSession

KBase

@Inject @KBase(value="jar1.KBase1", name="kb2") @KReleaseId( groupId = "jar1", artifactId = "art1", version = "1.0") private KieBase jar1KBase1kb2; @Inject@KBase(value="jar1.KBase1", name="kb2") @KReleaseId( groupId = "jar1", artifactId = "art1", version = "1.0") private KieBase jar1KBase1kb22;

@Injectprivate KieBase defaultClassPathKBase; @Inject@KReleaseId( groupId = "jar1", artifactId = "art1", version = "1.0") private KieBase defaultDynamicKBase;

@Inject@KBase("jar1.KBase1") @KReleaseId( groupId = "jar1", artifactId = "art1", version = "1.0") private KieBase jar1KBase1v10; @Inject@KBase("jar1.KBase1") @KReleaseId(groupId = "jar1", artifactId = "art1", version = "1.1") private KieBase jar1KBase1v11; @Inject@KBase(value="jar1.KBase1", name="kb1") @KReleaseId( groupId = "jar1", artifactId = "art1", version = "1.0") private KieBase jar1KBase1kb1;

KSession@Inject@KSession("jar1.KSession2") @KReleaseId( groupId = "jar1", artifactId = "art1", version = "1.0" ) private KieSession kbase1ksession2v10; @Inject@KSession("jar1.KSession2") @KReleaseId( groupId = "jar1", artifactId = "art1", version = "1.1" ) private KieSession kbase1ksession2v11;

@Inject@KSession(value="jar1.KSession2", name="ks1") @KReleaseId( groupId = "jar1", artifactId = "art1", version = "1.0" ) private KieSession kbase1ksession2ks1; @Inject@KSession(value="jar1.KSession2", name="ks2") @KReleaseId( groupId = "jar1", artifactId = "art1", version = "1.0" ) private KieSession kbase1ksession2ks2 ; @Inject@KSession(value="jar1.KSession2", name="ks2") @KReleaseId( groupId = "jar1", artifactId = "art1", version = "1.0" ) private KieSession kbase1ksession2ks22;

Spring and Camel

Spring and Camel<kie:kmodule id="CxfRsSpring"> <kie:kbase name="test1" packages="test1"> <kie:ksession name="ksession1"> <kie:batch> <kie:set-global identifier="list" > <bean class="java.util.ArrayList" /> </kie:set-global> </kie:batch> </kie:ksession> <kie:ksession name="ksession2"/> </kie:kbase> </kie:kmodule>

Spring and Camel<bean id="kiePolicy" class="org.kie.camel.component.KiePolicy" /> <camelContext id="camel" xmlns="http://camel.apache.org/schema/spring"> <route> <from uri="cxfrs://bean://rsServer"/> <policy ref="kiePolicy"> <unmarshal ref="xstream" /> <to uri="kie:ksession1" /> <marshal ref="xstream" /> </policy> </route> <route id="x1"> <from uri="direct://http"/> <policy ref="kiePolicy"> <to uri="cxfrs://http://localhost:58001/rest"/> </policy> </route> </camelContext>

104

Questions?

• Dave Bowman: All right, HAL; I'll go in through the emergency airlock.

• HAL: Without your space helmet, Dave, you're going to find that rather difficult.

• Dave Bowman: HAL, I won't argue with you anymore! Open the doors!

• HAL: Dave, this conversation can serve no purpose anymore. Goodbye.

Joshya: Greetings, Professor Falken. Falken: Hello, Joshua. Joshya: A strange game. The only winning move is not to play. How about a nice game of chess?

http://www.imdb.com/name/nm0001158/




R.I.P Rete Time to get Phreaky

ReteOO• Node sharing • Alpha indexing • Tree based graphs • Modify-in-place • Property reactive • Sub-networks • Backward Chaining • Lazy Truth Maintenance • Heap based agenda • Dynamic Rules

R.I.P RETE Time to get Phreakyinspirations: • Leaps, Collection Oriented Match, L/R Unlinking !

New Innovations • Full Rule, and Rule Segment Unlinking • Lazy Evaluation, with Rule scoping • Set propagations !

Previous Innovations • Modify In Place • Property Reactive • Tree Based Graphs • Subnetwork support

Phreak

Justification-based Truth • Drools 5.x

• Simple logical insertion TMS, like Clips, Jess and others. !

• Drools 6.0 • Contradiction handling with JTMS

• Clean separation of exception logic • TMS now has pluggable Belief System

• Simple TMS support • JTMS now possible (exp) • Defeasible Logic (exp) !

• See drools-compiler • JTMSTest for lots of example tests

114

TMSCouples the logic

What happens when the Child stops being 16?

rule "Issue Child Bus Pass" when $p : Person( age < 16 ) then insert(new ChildBusPass( $p ) ); end rule "Issue Adult Bus Pass" when $p : Person( age >= 16 ) then insert(new AdultBusPass( $p ) ); end

TMS• Bad • Monolithic • Leaky • Brittle integrity - manual maintenance

116

TMS

de-couples the logic

Maintains the truth by automatically retracting

•A rule “logically” inserts an object

•When the rule is no longer true, the object is retracted. rule "IsChild" when $p : Person( age < 16 ) then logicalInsert( new IsChild( $p ) ) end rule "IsAdult" when $p : Person( age >= 16 ) then logicalInsert( new IsAdult( $p ) ) end

117

TMS

The truth maintenance cascades

rule "Issue Child Bus Pass" when $p : Person( ) IsChild( person =$p ) then logicalInsert(new ChildBusPass( $p ) ); end rule "Issue Adult Bus Pass" when $p : Person() IsAdult( person =$p ) then logicalInsert(new AdultBusPass( $p ) ); end

118

TMSrule "Issue Child Bus Pass" when $p : Person( ) not( ChildBusPass( person == $p ) ) then requestChildBusPass( $p ); end The truth maintenance cascades

119

TMS• Good • De-couple knowledge responsibilities • Encapsulate knowledge • Provide semantic abstractions for those encapsulation • Integrity robustness – truth maintenance

TMS

IsChild

ChildBusPas

Rule : isChildRule

Rule : IssueBusPas

+

+

JTMSrule "Do not issue to banned people" when $p : Person( ) Banned( person =$p ) then logicalInsert(new ChildBusPass( $p ) , “neg” ); end

“plus” and “neg” labels

JTMS

IsChild

ChildBusPas

Rule : isChildRule

Rule : IssueBusPas

+

+

Rule : Do Not Issue to Banned People

-

Defeasible

Defeasiblerule "All Birds Fly" when $b : Bird( ) then logicalInsert(new Fly( $b ) ); end rule "Brocken wing" when $b : Bird( ) BrockenWing($b;) then logicalInsert(new Fly( $b ), “neg” ); end

Defeasiblerule "All Birds Fly" @Defeasible

when

$b : Bird( )

then

logicalInsert(new Fly( $b ) );

end

rule "Brocken wing" @Defeasible

@Defeater

when

$b : Bird( )

BrockenWing($b;)

then

logicalInsert(new Fly( $b ), “neg” );

end

rule "Birds With Rockets Fly"@Defeasible

@Defeats(“Brocken Wing”)

when

$b : Bird( )

Rocket($b;)

then

logicalInsert(new Fly( $b ) );

end

Decision Tables

Decision Table

Redundancy - Subsumption

Deficiency• Deficiency • Premium is £500 if applicant age is less than 30 • Premium is £300 if Years Without Claim is greater than or

equal to 10 years. !!!!!

• Applicant is 29, premium is £500 • Applicant has 12 years without claim, premium is £300 • Applicant is 29 with 12 years without claim, premium

is ?!?

Property Reactive

Loop Problem

rule “Salary award for min 2 years service” when ! e : Employee( lengthOfService > 2 )!then ! modify( e ) { setSalary( e.getSalary() * 1.05 ) };!end!!!!!!

Loop Problem

rule “Salary award for min 2 years service” no-loop when ! e : Employee( lengthOfService > 2 )!then ! modify( e ) { setSalary( e.getSalary() * 1.05 ) };!end!!!!!!

Loop Problem

rule “Salary award for min 2 years service” no-loop when ! e : Employee( lengthOfService > 2 )!then ! modify( e ) { setSalary( e.getSalary() * 1.05 ) };!end!!rule “Salary award for min 8 years service” no-loop when ! e : Employee( lengthOfService > 8 )!then ! modify( e ) { setSalary( e.getSalary() * 1.05 ) };!end

Loop Problemrule “Salary award for min 2 years service” when ! e : Employee( lengthOfService > 2 )! not SalaryMin2Years( employee == e )!then ! modify( e ) { setSalary( e.getSalary() * 1.05 ) };! insert ( new SalaryMin2Years(e) );!end!!rule “Salary award for min 8 years service” when ! e : Employee( lengthOfService > 8 )! not SalaryMin8Years( employee == e )!then ! modify( e ) { setSalary( e.getSalary() * 1.05 ) };! insert ( new SalaryMin8Years(e) );!end

Loop Problemrule “Year End” when ! d : ChangeDate( )! e : Employee( )!then ! modify( e ) { lengthOfService( ! d.getYear() - e.getStartYear() ) };!end!!rule “Salary award for min 8 years service” when ! e : Employee( lengthOfService > 8 )! not SalaryMin8Years( employee == e )!then ! modify( e ) { setSalary( e.getSalary() * 1.05 ) };! insert ( new SalaryMin8Years(e) );!end

RefractionThis term comes from the neurobiological observation of a refractory period for a neuron, which means that the neuron is not able to fire immediately without first going through a relaxation process. !In a similar way, OPS5 will not allow the same instantiation in the conflict set from firing twice in a row. This prevents the inference engine from entering into an infinite loop.

W3C RIF Refraction• Refraction

When a rule instance is fired, it is removed from the conflict set (and thus will not be created again even its condition part remains true), unless one of the objects in its condition part is modified again. In the later case, the repeatability concept determines how the rule instance is treated

W3C RIF Refraction• Repeatability

After the execution of a rule instance, the rule instance is removed from the conflict set by the refraction. Later on, if one of the objects in the condition part is modified and if the rule evaluates to true, the repeatability controls whether if the rule instance can be created again.

Loop Problem (Refraction)rule “Salary award for min 2 years service” ! repeatable false when ! e : Employee( lengthOfService > 2 )!then ! modify( e ) { setSalary( e.getSalary() * 1.05 ) };!end!!rule “Salary award for min 8 years service” ! repeatable false when ! e : Employee( lengthOfService > 8 )!then ! modify( e ) { setSalary( e.getSalary() * 1.05 ) };!end

AAAAAAhhhhhhhhhh

Annotate Class

@PropertyReactive!public class Employee {! int salary;! int lengthOfService!! // getters and setters below!}

Loop Problem Fixed

rule “Salary award for min 2 years service” when ! e : Employee( lengthOfService > 2 )!then ! modify( e ) { setSalary( e.getSalary() * 1.05 ) };!end!!rule “Salary award for min 8 years service” when ! e : Employee( lengthOfService > 8 )!then ! modify( e ) { setSalary( e.getSalary() * 1.05 ) };!end

@Watch

rule “Salary award for min 2 years service” when ! e : Employee( salary < 1000, lengthOfService > 2 )! @Watch( !salary )!then ! modify( e ) { setSalary( e.getSalary() * 1.05 ) };!end

@Watch

rule “Record Salary Changes” when ! e : Employee( ) @Watch( salary )!then ! insert( new SalaryChange( e, e.getSalary() );!end

@Watch

@Watch( salary, lengthOfService, age )!!@Watch( * )!!@Watch( !* )!!@Watch( *, !salary )!!@Watch( !*, salary )

Backward Chaining

158

Reasoning with Graphs

House

Location("Office", "House ")

Location("Kitchen", "House")

Location("Desk", "Office")

Location("Chair", "Office")

Location("Computer", "Desk")

Location("Draw", "Desk")

Location("Knife", "Kitchen")

Location("Cheese", "Kitchen")

Location("Key", "Draw")

159

Backward Chaining

query isContainedIn( String x, String y ) Location( x, y; ) or ( Location( z, y; ) and isContainedIn( x, z; ) )end

House










Backward Chaining160

ksession.insert( new Location("Office", "House") );ksession.insert( new Location("Kitchen", "House") );ksession.insert( new Location("Knife", "Kitchen") );ksession.insert( new Location("Cheese", "Kitchen") );ksession.insert( new Location("Desk", "Office") );ksession.insert( new Location("Chair", "Office") );ksession.insert( new Location("Computer", "Desk") );ksession.insert( new Location("Draw", "Desk") );

House











rule "go" salience 10 when $s : String( )then System.out.println( $s );end

House











rule "go1"when String( this == "go1" ) isContainedIn("Office", "House"; )then System.out.println( "office is in the house" );end


House














House













ksession.insert( "go1" );ksession.fireAllRules(); --- go1 office is in the house


House















isContainedIn(x==Office, y==House)

House















Location(x==Office, y==House)isContainedIn(x==Office, y==House)

House











rule "go2"when String( this == "go2" ) isContainedIn("Draw", "House"; )then System.out.println( "Draw in the House" ); end

House













House













ksession.insert( "go2" );ksession.fireAllRules(); --- go2 Draw in the House

House













isContainedIn(x==Draw, y==House)


House













Location(z==Office, y==House)isContainedIn(x==Draw, y==House)


House













Location(z==Office, y==House)isContainedIn(x==Draw, z==Office)



House













Location(z==Office, y==House)isContainedIn(x==Draw, z==Office)

Location(z==Kitchen, y==House)isContainedIn(x==Draw, z==Kitchen)



House













isContainedIn(x==Draw, y==Office)


House













Location(z==Desk, y==Office)isContainedIn(x==Draw, y==Office)


House













Location(z==Desk, y==Office)isContainedIn(x==Draw, z==Desk)

isContainedIn(x==Draw, y==Office)


House













isContainedIn(x==Draw, y==Desk)


House













Location(x==Draw, y==Desk)isContainedIn(x==Draw, y==Desk)


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rule "go3"when String( this == "go3" ) isContainedIn("Key", "Office"; )then System.out.println( "Key in the Office" ); end

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ksession.insert( "go3" );ksession.fireAllRules(); --- go3

House












ksession.insert( "go3" );ksession.fireAllRules(); --- go3

ksession.insert( new Location("Key", "Draw") );ksession.fireAllRules(); --- Key in the Office

House











rule "go4"when String( this == "go4" ) isContainedIn(thing, "Office"; )then System.out.println( "thing " + thing + " is in the Office" ); end

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Out Var (unbound)

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ksession.insert( "go4" );ksession.fireAllRules(); --- go4 thing Key is in the Office thing Computer is in the Office thing Draw is in the Office thing Desk is in the Office thing Chair is in the Office

Out Var (unbound)

House











rule "go5"when String( this == "go5" ) isContainedIn(thing, location; )then System.out.println( "thing " + thing + " is in " + location );end

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Out Var (unbound)

House












Out Var (unbound) Out Var

(unbound)

House












ksession.insert( "go5" );ksession.fireAllRules(); --- go5 thing Knife is in House thing Cheese is in House thing Key is in House thing Computer is in House thing Draw is in House thing Desk is in House thing Chair is in House thing Key is in Office thing Computer is in Office thing Draw is in Office thing Key is in Desk thing Office is in House

Out Var (unbound) Out Var

(unbound)

!thing Computer is in Desk thing Knife is in Kitchen thing Cheese is in Kitchen thing Kitchen is in House thing Key is in Draw thing Draw is in Desk thing Desk is in Office thing Chair is in Office

House










189

Questions?

• Dave Bowman: All right, HAL; I'll go in through the emergency airlock.

• HAL: Without your space helmet, Dave, you're going to find that rather difficult.

• Dave Bowman: HAL, I won't argue with you anymore! Open the doors!

• HAL: Dave, this conversation can serve no purpose anymore. Goodbye.

Joshya: Greetings, Professor Falken. Falken: Hello, Joshua. Joshya: A strange game. The only winning move is not to play. How about a nice game of chess?





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